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SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Instance Segmentation | ScanNet (val) | 62 | Mar 27, 2026 | ||
| Continual Learning | Split CIFAR-100 20 tasks | 62 | May 12, 2026 | ||
| Bird's Eye View Detection | KITTI Car class official (test) | 62 | Feb 26, 2026 | ||
| Head Pose Estimation | BIWI (test) | 62 | Jun 18, 2026 | ||
| Object Detection | KITTI → Cityscapes (test) | 62 | Feb 26, 2026 | ||
| Multimodal Sentiment Analysis |
| CMU-MOSI standard (test) |
| 62 |
| Feb 26, 2026 |
| Out-of-distribution Detection | SVHN | 62 | Feb 26, 2026 |
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| Recommendation | MovieLens 1M | 62 | Jun 16, 2026 |
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| Video Frame Interpolation | Vimeo90K | 62 | Feb 26, 2026 |
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| Face Detection | WIDER FACE (val) | 62 | Jun 18, 2026 |
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| Object Classification | N-Caltech101 (test) | 62 | Jun 19, 2026 |
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| Temporal action proposal generation | ActivityNet 1.3 (test) | 62 | Feb 27, 2026 |
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| Image Denoising | Set12 | 62 | May 7, 2026 |
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| Object Detection | Comic2k (test) | 62 | Feb 27, 2026 |
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| Generative Modeling | CIFAR-10 (test) | 62 | Feb 26, 2026 |
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| Caption Retrieval | MS COCO Karpathy 1k (test) | 62 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 4,000 labels (test) | 62 | Jun 1, 2026 |
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| Molecular property prediction | ToxCast (test) | 62 | May 18, 2026 |
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| Image Classification | Permuted MNIST T=784 (test) | 62 | Feb 26, 2026 |
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| Medical Image Segmentation | MM-WHS (test) | 62 | Feb 26, 2026 |
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| Color Denoising | CBSD68 (test) | 62 | Feb 26, 2026 |
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| Image Classification | CIFAR-100-LT Imbalance Ratio 100 (test) | 62 | Feb 26, 2026 |
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| Image Classification | CIFAR-100 Imbalance Ratio LT-50 (test) | 62 | Feb 26, 2026 |
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| Attention Operator Throughput | Llama 405B (128 Q-heads/8 KV-heads/128 Head-dimension) 3.1 | 62 | May 7, 2026 |
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| Anomaly Detection | MPDD | 62 | Apr 23, 2026 |
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